Dooku was one of the most respected Jedi in the galaxy. The constant obsession the Jedi had with war and the Republic, eventually pushed Dooku away from the Order, as he felt they did not use the force as it was intended, rather they became far too political.
Here is his moment where he tells Palpatine all about his reasons.
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